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Practical guides, original research and benchmarks to help you choose, build and improve AI agents for your business.

Customer interview notes gathered around an evidence synthesis document
Marketing

What should a marketing AI agent do with customer interviews?

Use an interview agent to organise attributed themes and contrary evidence, then turn supported findings into positioning and campaign hypotheses. Keep respondent counts, segments and product proof visible so repeated remarks do not become unsupported market claims.

· 4 min readRead article
Supplier obligations calendar with a contract card and renewal reminder
Operations

AI agents for supplier management: start with onboarding, obligations or renewals?

Choose supplier onboarding agents for incomplete setup, obligation agents for ongoing commitments, and renewal agents for upcoming commercial decisions. Start at the lifecycle stage with repeated manual checks, using approved records and a named owner for unresolved questions.

· 4 min readRead article
Offer comparison cards with structured product details and eligibility checks
Agentic Commerce

Top 7 AI agents for helping a buyer’s AI assistant choose your offer

Use offer-selection agents to clarify facts, assess fit, check requirements and compare compatible options. Start with the buyer’s explicit needs, preserving exclusions and total commitments before any agent progresses towards a quote or purchase decision.

· 4 min readRead article
Customer feedback cards arranged into a prioritised action board
Retention

Top 5 AI agents for turning customer feedback into action

Use feedback agents to separate shared themes from individual requests, detect guidance gaps, coordinate personal follow-ups and handle public mentions. Start where feedback currently stops, and track resolution rather than treating a routed message as completed customer work.

· 4 min readRead article
Content library with an existing article unfolded into social and email drafts
Marketing

Top 5 AI agents for getting more useful work from your existing content

Use content agents to adapt approved material, correct outdated facts, connect related pages, build practical resources and localise relevant offers. Choose the reader need first, checking source accuracy before extending its claims into more formats or markets.

· 4 min readRead article
Onboarding board with customer records, delivery tasks and a highlighted handoff
Retention

AI agents for customer onboarding: where should the sales handoff end and delivery begin?

Use a contract handoff agent to preserve agreed obligations, an onboarding agent to organise setup, and a milestone agent to verify progress. Transfer responsibility through acknowledged outputs, with dates and completion tied to actual evidence.

· 4 min readRead article
Cross-team exception inbox with triage markers and an assigned investigation
Operations

Top 6 AI agents for managing business exceptions across teams

Choose exception agents for the specific evidence gap blocking work: incomplete documents, invoice mismatches, fulfilment problems, inconsistent data, failed handoffs or incidents. Give every unresolved case an owner and keep recommendations separate from authorised corrective actions.

· 4 min readRead article
Recurring work calendar with repeated task slots and a completion checklist
Operations

Top 5 AI agents for keeping recurring operational work on schedule

Use agents to coordinate recurring deadlines, capture actions, track obligations, gather audit evidence and prepare access reviews. Choose the work with an established owner and completion record, making missing inputs visible before the deadline rather than adding generic reminders.

· 4 min readRead article
Campaign creative stage surrounded by email, document and video asset wireframes
Marketing

Top 7 AI agents for turning a campaign idea into launch-ready assets

Use campaign agents to connect audience evidence, planning, writing, adaptation and final checks. Select the stage delaying approved assets, with clear handoffs between drafts and publishable work rather than assuming every generated output is ready to launch.

· 4 min readRead article
Customer review briefing with performance evidence and discussion notes
Retention

Top 5 AI agents for making customer review meetings more useful

Use review agents to assemble credible outcome evidence, renewal facts, stakeholder context, agreed goals and a focused agenda. Start with the decision the customer needs to make, keeping estimates and unresolved issues visible throughout the preparation.

· 4 min readRead article